How to perform binary classification when one class is more predominant than the other?
As described in this post, this problem is known as &quot;unbalanced dataset&quot; problem, which can have different solution approaches. If you use supervised learning, augmentation approaches
could  help. Otherwise, unsupervised approaches need some proper distance measure for outliers detection.